Profiling Product Data Report

Dataset statistics

Number of variables	11
Number of observations	2475
Missing cells	10
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	212.8 KiB
Average record size in memory	88.1 B

Variable types

Numeric	7
Text	3
Categorical	1

Alerts

`Category` is highly overall correlated with `Category ID` and 2 other fields	High correlation
`Category ID` is highly overall correlated with `Category` and 2 other fields	High correlation
`Cluster ID` is highly overall correlated with `Category` and 2 other fields	High correlation
`Product ID` is highly overall correlated with `Category` and 2 other fields	High correlation
`Price` is highly skewed (γ1 = 28.64400963)	Skewed
`Product ID` has unique values	Unique
`Price` has 150 (6.1%) zeros	Zeros

Reproduction

Analysis started	2024-11-12 03:20:41.240774
Analysis finished	2024-11-12 03:20:46.926412
Duration	5.69 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Product ID
Real number (ℝ)

High correlation Unique

Distinct	2475
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26449.261

Minimum	5
Maximum	47341
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	5
5-th percentile	1712.1
Q1	15046
median	27943
Q3	37893.5
95-th percentile	45543.3
Maximum	47341
Range	47336
Interquartile range (IQR)	22847.5

Descriptive statistics

Standard deviation	13565.141
Coefficient of variation (CV)	0.51287411
Kurtosis	-0.97393913
Mean	26449.261
Median Absolute Deviation (MAD)	11280
Skewness	-0.3306697
Sum	65461920
Variance	1.8401305 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43860	1	< 0.1%
33762	1	< 0.1%
26365	1	< 0.1%
17098	1	< 0.1%
15388	1	< 0.1%
12451	1	< 0.1%
16342	1	< 0.1%
44930	1	< 0.1%
37688	1	< 0.1%
30825	1	< 0.1%
Other values (2465)	2465	99.6%

Value	Count	Frequency (%)
5	1	< 0.1%
14	1	< 0.1%
41	1	< 0.1%
62	1	< 0.1%
71	1	< 0.1%
93	1	< 0.1%
97	1	< 0.1%
120	1	< 0.1%
131	1	< 0.1%
140	1	< 0.1%

Value	Count	Frequency (%)
47341	1	< 0.1%
47299	1	< 0.1%
47285	1	< 0.1%
47280	1	< 0.1%
47274	1	< 0.1%
47267	1	< 0.1%
47266	1	< 0.1%
47235	1	< 0.1%
47202	1	< 0.1%
47188	1	< 0.1%

ProductName
Text

Distinct	2457
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Memory size	19.5 KiB

Length

Max length	192
Median length	121
Mean length	52.662626
Min length	9

Characters and Unicode

Total characters	130340
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2440 ?
Unique (%)	98.6%

Sample

1st row	bosch serie 4 kil22vf30g integrated fridge
2nd row	sony kd75xf8596bu 75 4k hdr ultra hd smart android led tv amazon alexa
3rd row	sony xperia xa2 ultra black 6 32gb 4g unlocked sim free
4th row	pentax k 1 body hd 24 70mm f/2 8 ed sdm wr
5th row	samsung ue75mu7000txxu 75 inch 7 series led smart tv black/silver

Value	Count	Frequency (%)
fridge	460	2.2%
freezer	434	2.0%
white	388	1.8%
in	266	1.2%
black	265	1.2%
a	243	1.1%
free	240	1.1%
bosch	220	1.0%
tv	201	0.9%
processor	185	0.9%
Other values (4308)	18399	86.4%

Most occurring characters

Value	Count	Frequency (%)
	18826	14.4%
e	11407	8.8%
r	7515	5.8%
i	7038	5.4%
s	6111	4.7%
a	6084	4.7%
t	5073	3.9%
n	5042	3.9%
l	4635	3.6%
o	4498	3.5%
Other values (29)	54111	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	130340	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	18826	14.4%
e	11407	8.8%
r	7515	5.8%
i	7038	5.4%
s	6111	4.7%
a	6084	4.7%
t	5073	3.9%
n	5042	3.9%
l	4635	3.6%
o	4498	3.5%
Other values (29)	54111	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	130340	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	18826	14.4%
e	11407	8.8%
r	7515	5.8%
i	7038	5.4%
s	6111	4.7%
a	6084	4.7%
t	5073	3.9%
n	5042	3.9%
l	4635	3.6%
o	4498	3.5%
Other values (29)	54111	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	130340	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	18826	14.4%
e	11407	8.8%
r	7515	5.8%
i	7038	5.4%
s	6111	4.7%
a	6084	4.7%
t	5073	3.9%
n	5042	3.9%
l	4635	3.6%
o	4498	3.5%
Other values (29)	54111	41.5%

Merchant ID
Real number (ℝ)

Distinct	182
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.18303

Minimum	1
Maximum	367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	17
median	88
Q3	250
95-th percentile	314
Maximum	367
Range	366
Interquartile range (IQR)	233

Descriptive statistics

Standard deviation	116.39138
Coefficient of variation (CV)	0.96045936
Kurtosis	-1.0860371
Mean	121.18303
Median Absolute Deviation (MAD)	74
Skewness	0.66218284
Sum	299928
Variance	13546.952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	170	6.9%
6	125	5.1%
298	124	5.0%
119	97	3.9%
7	96	3.9%
17	84	3.4%
293	73	2.9%
31	66	2.7%
294	61	2.5%
131	60	2.4%
Other values (172)	1519	61.4%

Value	Count	Frequency (%)
1	15	0.6%
2	33	1.3%
3	170	6.9%
4	23	0.9%
5	18	0.7%
6	125	5.1%
7	96	3.9%
8	17	0.7%
9	2	0.1%
10	3	0.1%

Value	Count	Frequency (%)
367	1	< 0.1%
364	5	0.2%
359	1	< 0.1%
356	1	< 0.1%
350	3	0.1%
348	1	< 0.1%
347	22	0.9%
346	4	0.2%
344	2	0.1%
343	1	< 0.1%

Cluster ID
Real number (ℝ)

High correlation

Distinct	2190
Distinct (%)	88.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30377.84

Minimum	1
Maximum	47505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	1
5-th percentile	252.7
Q1	6154.5
median	40693
Q3	44098.5
95-th percentile	46495
Maximum	47505
Range	47504
Interquartile range (IQR)	37944

Descriptive statistics

Standard deviation	18373.007
Coefficient of variation (CV)	0.60481611
Kurtosis	-1.3491776
Mean	30377.84
Median Absolute Deviation (MAD)	3897
Skewness	-0.75140668
Sum	75185153
Variance	3.3756737 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4463	4	0.2%
4465	4	0.2%
40467	4	0.2%
44056	4	0.2%
40486	4	0.2%
4422	4	0.2%
43292	3	0.1%
46191	3	0.1%
4514	3	0.1%
46713	3	0.1%
Other values (2180)	2439	98.5%

Value	Count	Frequency (%)
1	2	0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	2	0.1%
6	2	0.1%
7	2	0.1%
10	2	0.1%
12	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
47505	1	< 0.1%
47459	1	< 0.1%
47445	1	< 0.1%
47440	1	< 0.1%
47434	1	< 0.1%
47427	1	< 0.1%
47426	1	< 0.1%
47395	1	< 0.1%
47362	1	< 0.1%
47348	1	< 0.1%

Cluster Label
Text

Distinct	2182
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Memory size	19.5 KiB

Length

Max length	78
Median length	68
Mean length	24.874343
Min length	6

Characters and Unicode

Total characters	61564
Distinct characters	72
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1926 ?
Unique (%)	77.8%

Sample

1st row	Bosch KIL22VF30G Integrated
2nd row	Sony KD-75XF8596
3rd row	Sony Xperia XA2 Ultra 32GB
4th row	Pentax K-1 + 24-70mm
5th row	Samsung UE75MU7000

Value	Count	Frequency (%)
white	352	3.8%
integrated	335	3.6%
stainless	240	2.6%
steel	240	2.6%
bosch	239	2.6%
intel	183	2.0%
samsung	180	1.9%
tray	169	1.8%
xeon	122	1.3%
black	111	1.2%
Other values (2674)	7129	76.7%

Most occurring characters

Value	Count	Frequency (%)
	6891	11.2%
e	4106	6.7%
t	2321	3.8%
n	2090	3.4%
S	2044	3.3%
0	2021	3.3%
a	2003	3.3%
o	1907	3.1%
i	1878	3.1%
s	1598	2.6%
Other values (62)	34705	56.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61564	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	6891	11.2%
e	4106	6.7%
t	2321	3.8%
n	2090	3.4%
S	2044	3.3%
0	2021	3.3%
a	2003	3.3%
o	1907	3.1%
i	1878	3.1%
s	1598	2.6%
Other values (62)	34705	56.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61564	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	6891	11.2%
e	4106	6.7%
t	2321	3.8%
n	2090	3.4%
S	2044	3.3%
0	2021	3.3%
a	2003	3.3%
o	1907	3.1%
i	1878	3.1%
s	1598	2.6%
Other values (62)	34705	56.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61564	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	6891	11.2%
e	4106	6.7%
t	2321	3.8%
n	2090	3.4%
S	2044	3.3%
0	2021	3.3%
a	2003	3.3%
o	1907	3.1%
i	1878	3.1%
s	1598	2.6%
Other values (62)	34705	56.4%

Category ID
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2618.223

Minimum	2612
Maximum	2623
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	2612
5-th percentile	2612
Q1	2615
median	2619
Q3	2622
95-th percentile	2623
Maximum	2623
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.6160117
Coefficient of variation (CV)	0.0013810938
Kurtosis	-1.2040583
Mean	2618.223
Median Absolute Deviation (MAD)	3
Skewness	-0.33347018
Sum	6480102
Variance	13.075541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2622	405	16.4%
2612	278	11.2%
2623	268	10.8%
2615	266	10.7%
2620	266	10.7%
2614	249	10.1%
2619	234	9.5%
2617	186	7.5%
2618	165	6.7%
2621	158	6.4%

Value	Count	Frequency (%)
2612	278	11.2%
2614	249	10.1%
2615	266	10.7%
2617	186	7.5%
2618	165	6.7%
2619	234	9.5%
2620	266	10.7%
2621	158	6.4%
2622	405	16.4%
2623	268	10.8%

Value	Count	Frequency (%)
2623	268	10.8%
2622	405	16.4%
2621	158	6.4%
2620	266	10.7%
2619	234	9.5%
2618	165	6.7%
2617	186	7.5%
2615	266	10.7%
2614	249	10.1%
2612	278	11.2%

Category
Categorical

High correlation

Distinct	10
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	19.5 KiB

Fridge Freezers	405
Mobile Phones	278
Fridges	268
CPUs	266
Washing Machines	266
Other values (5)	992

Length

Max length	16
Median length	11
Mean length	10.468687
Min length	3

Characters and Unicode

Total characters	25910
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fridges
2nd row	TVs
3rd row	Mobile Phones
4th row	Digital Cameras
5th row	TVs

Common Values

Value	Count	Frequency (%)
Fridge Freezers	405	16.4%
Mobile Phones	278	11.2%
Fridges	268	10.8%
CPUs	266	10.7%
Washing Machines	266	10.7%
TVs	249	10.1%
Dishwashers	234	9.5%
Digital Cameras	186	7.5%
Microwaves	165	6.7%
Freezers	158	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
freezers	563	15.6%
fridge	405	11.2%
mobile	278	7.7%
phones	278	7.7%
fridges	268	7.4%
cpus	266	7.4%
washing	266	7.4%
machines	266	7.4%
tvs	249	6.9%
dishwashers	234	6.5%
Other values (3)	537	14.9%

Most occurring characters

Value	Count	Frequency (%)
e	3769	14.5%
s	3209	12.4%
r	2384	9.2%
i	2254	8.7%
a	1489	5.7%
h	1278	4.9%
F	1236	4.8%
	1135	4.4%
g	1125	4.3%
n	810	3.1%
Other values (18)	7221	27.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	25910	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3769	14.5%
s	3209	12.4%
r	2384	9.2%
i	2254	8.7%
a	1489	5.7%
h	1278	4.9%
F	1236	4.8%
	1135	4.4%
g	1125	4.3%
n	810	3.1%
Other values (18)	7221	27.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	25910	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3769	14.5%
s	3209	12.4%
r	2384	9.2%
i	2254	8.7%
a	1489	5.7%
h	1278	4.9%
F	1236	4.8%
	1135	4.4%
g	1125	4.3%
n	810	3.1%
Other values (18)	7221	27.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	25910	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3769	14.5%
s	3209	12.4%
r	2384	9.2%
i	2254	8.7%
a	1489	5.7%
h	1278	4.9%
F	1236	4.8%
	1135	4.4%
g	1125	4.3%
n	810	3.1%
Other values (18)	7221	27.9%

Price
Real number (ℝ)

Skewed Zeros

Distinct	351
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	556090.5

Minimum	0
Maximum	4.4444435 × 10⁸
Zeros	150
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	149.99
median	499.99
Q3	999.99
95-th percentile	1999.99
Maximum	4.4444435 × 10⁸
Range	4.4444435 × 10⁸
Interquartile range (IQR)	850

Descriptive statistics

Standard deviation	15474768
Coefficient of variation (CV)	27.827787
Kurtosis	819.93745
Mean	556090.5
Median Absolute Deviation (MAD)	399.99
Skewness	28.64401
Sum	1.376324 × 10⁹
Variance	2.3946845 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
999.99	346	14.0%
599.99	279	11.3%
299.99	153	6.2%
0	150	6.1%
199.99	136	5.5%
499.99	85	3.4%
99.99	54	2.2%
399.99	54	2.2%
249.99	46	1.9%
1000	41	1.7%
Other values (341)	1131	45.7%

Value	Count	Frequency (%)
0	150	6.1%
0.01	1	< 0.1%
2	3	0.1%
2.1	1	< 0.1%
2.2	2	0.1%
2.3	1	< 0.1%
2.53	1	< 0.1%
2.79	1	< 0.1%
3	2	0.1%
3.33	1	< 0.1%

Value	Count	Frequency (%)
444444346	1	< 0.1%
444443886	1	< 0.1%
444441110	1	< 0.1%
21000000	1	< 0.1%
12345678	1	< 0.1%
3768985	1	< 0.1%
3687772	1	< 0.1%
89999	1	< 0.1%
71700	1	< 0.1%
63003.5	1	< 0.1%

StockQuantity
Real number (ℝ)

Distinct	497
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	244.85657

Minimum	0
Maximum	500
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	0
5-th percentile	26
Q1	118
median	245
Q3	366
95-th percentile	472
Maximum	500
Range	500
Interquartile range (IQR)	248

Descriptive statistics

Standard deviation	143.49839
Coefficient of variation (CV)	0.5860508
Kurtosis	-1.1985564
Mean	244.85657
Median Absolute Deviation (MAD)	124
Skewness	0.039653311
Sum	606020
Variance	20591.787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	14	0.6%
71	13	0.5%
93	12	0.5%
1	12	0.5%
496	11	0.4%
486	11	0.4%
168	11	0.4%
57	11	0.4%
143	11	0.4%
47	11	0.4%
Other values (487)	2358	95.3%

Value	Count	Frequency (%)
0	3	0.1%
1	12	0.5%
2	6	0.2%
3	5	0.2%
4	3	0.1%
5	6	0.2%
6	5	0.2%
7	2	0.1%
8	6	0.2%
10	3	0.1%

Value	Count	Frequency (%)
500	2	0.1%
499	1	< 0.1%
498	7	0.3%
497	2	0.1%
496	11	0.4%
495	3	0.1%
494	4	0.2%
493	4	0.2%
492	5	0.2%
491	7	0.3%

Description
Text

Distinct	2447
Distinct (%)	99.3%
Missing	10
Missing (%)	0.4%
Memory size	19.5 KiB

Length

Max length	381
Median length	215
Mean length	145.95497
Min length	20

Characters and Unicode

Total characters	359779
Distinct characters	92
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2430 ?
Unique (%)	98.6%

Sample

1st row	The Bosch Serie 4 Kil22VF30G Integrated Fridge features advanced temperature control and humidity management to provide optimal storage conditions for food, with a sleek and compact design that integrates seamlessly into any kitchen.
2nd row	This Sony KD75XF8596BU 75“ 4K HDR Ultra HD Smart Android LED TV features integrated Amazon Alexa for seamless voice control and entertainment experiences.
3rd row	The Sony Xperia XA2 Ultra Black features a 6-inch Full HD display, 32GB of internal storage, and supports 4G connectivity for seamless mobile experience.
4th row	The Pentax K-1 Body is a weather-sealed digital single-lens reflex camera featuring an 24-70mm f/2.8 ED SDM WR zoom lens.
5th row	This Samsung UE75MU7000TXXU is a 75-inch 7-Series LED Smart TV featuring a sleek black and silver design, equipped with advanced technologies for immersive viewing experiences.

Value	Count	Frequency (%)
a	3386	6.4%
and	2619	5.0%
for	1612	3.1%
with	1121	2.1%
this	1104	2.1%
features	1022	1.9%
the	1006	1.9%
is	1004	1.9%
featuring	676	1.3%
advanced	616	1.2%
Other values (5064)	38683	73.2%

Most occurring characters

Value	Count	Frequency (%)
	50385	14.0%
e	33089	9.2%
i	24654	6.9%
a	24075	6.7%
n	20022	5.6%
r	19066	5.3%
t	17994	5.0%
o	16445	4.6%
s	16291	4.5%
c	12921	3.6%
Other values (82)	124837	34.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	359779	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	50385	14.0%
e	33089	9.2%
i	24654	6.9%
a	24075	6.7%
n	20022	5.6%
r	19066	5.3%
t	17994	5.0%
o	16445	4.6%
s	16291	4.5%
c	12921	3.6%
Other values (82)	124837	34.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	359779	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	50385	14.0%
e	33089	9.2%
i	24654	6.9%
a	24075	6.7%
n	20022	5.6%
r	19066	5.3%
t	17994	5.0%
o	16445	4.6%
s	16291	4.5%
c	12921	3.6%
Other values (82)	124837	34.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	359779	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	50385	14.0%
e	33089	9.2%
i	24654	6.9%
a	24075	6.7%
n	20022	5.6%
r	19066	5.3%
t	17994	5.0%
o	16445	4.6%
s	16291	4.5%
c	12921	3.6%
Other values (82)	124837	34.7%

Rating
Real number (ℝ)

Distinct	31
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5008485

Minimum	2
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.5 KiB

Quantile statistics

Minimum	2
5-th percentile	2.1
Q1	2.75
median	3.5
Q3	4.3
95-th percentile	4.8
Maximum	5
Range	3
Interquartile range (IQR)	1.55

Descriptive statistics

Standard deviation	0.87606921
Coefficient of variation (CV)	0.25024482
Kurtosis	-1.2217046
Mean	3.5008485
Median Absolute Deviation (MAD)	0.8
Skewness	0.0099629767
Sum	8664.6
Variance	0.76749726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4.7	102	4.1%
2.8	102	4.1%
2.4	101	4.1%
3.5	96	3.9%
4.8	94	3.8%
3.6	90	3.6%
2.2	89	3.6%
2.1	89	3.6%
4.6	88	3.6%
4	88	3.6%
Other values (21)	1536	62.1%

Value	Count	Frequency (%)
2	39	1.6%
2.1	89	3.6%
2.2	89	3.6%
2.3	65	2.6%
2.4	101	4.1%
2.5	79	3.2%
2.6	80	3.2%
2.7	77	3.1%
2.8	102	4.1%
2.9	79	3.2%

Value	Count	Frequency (%)
5	33	1.3%
4.9	87	3.5%
4.8	94	3.8%
4.7	102	4.1%
4.6	88	3.6%
4.5	84	3.4%
4.4	83	3.4%
4.3	57	2.3%
4.2	82	3.3%
4.1	72	2.9%

	Category	Category ID	Cluster ID	Merchant ID	Price	Product ID	Rating	StockQuantity
Category	1.000	1.000	0.933	0.286	0.000	0.891	0.020	0.000
Category ID	1.000	1.000	0.994	0.430	0.086	0.994	0.021	-0.021
Cluster ID	0.933	0.994	1.000	0.447	0.075	1.000	0.019	-0.020
Merchant ID	0.286	0.430	0.447	1.000	0.050	0.447	-0.002	0.012
Price	0.000	0.086	0.075	0.050	1.000	0.075	0.010	-0.042
Product ID	0.891	0.994	1.000	0.447	0.075	1.000	0.019	-0.020
Rating	0.020	0.021	0.019	-0.002	0.010	0.019	1.000	-0.031
StockQuantity	0.000	-0.021	-0.020	0.012	-0.042	-0.020	-0.031	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Product ID	ProductName	Merchant ID	Cluster ID	Cluster Label	Category ID	Category	Price	StockQuantity	Description	Rating
0	43860	bosch serie 4 kil22vf30g integrated fridge	7	46162	Bosch KIL22VF30G Integrated	2623	Fridges	999.99	473	The Bosch Serie 4 Kil22VF30G Integrated Fridge features advanced temperature control and humidity management to provide optimal storage conditions for food, with a sleek and compact design that integrates seamlessly into any kitchen.	4.2
1	10748	sony kd75xf8596bu 75 4k hdr ultra hd smart android led tv amazon alexa	128	4465	Sony KD-75XF8596	2614	TVs	99.99	335	This Sony KD75XF8596BU 75“ 4K HDR Ultra HD Smart Android LED TV features integrated Amazon Alexa for seamless voice control and entertainment experiences.	4.0
2	429	sony xperia xa2 ultra black 6 32gb 4g unlocked sim free	6	25	Sony Xperia XA2 Ultra 32GB	2612	Mobile Phones	599.99	490	The Sony Xperia XA2 Ultra Black features a 6-inch Full HD display, 32GB of internal storage, and supports 4G connectivity for seamless mobile experience.	4.7
3	23568	pentax k 1 body hd 24 70mm f/2 8 ed sdm wr	264	39409	Pentax K-1 + 24-70mm	2617	Digital Cameras	999.99	144	The Pentax K-1 Body is a weather-sealed digital single-lens reflex camera featuring an 24-70mm f/2.8 ED SDM WR zoom lens.	3.0
4	12520	samsung ue75mu7000txxu 75 inch 7 series led smart tv black/silver	3	4872	Samsung UE75MU7000	2614	TVs	599.99	35	This Samsung UE75MU7000TXXU is a 75-inch 7-Series LED Smart TV featuring a sleek black and silver design, equipped with advanced technologies for immersive viewing experiences.	2.6
5	42732	smeg pgf64 4 62cm classic 4 burner ultra low profile gas hob	179	45425	Hotpoint MTZ622NF Silver	2622	Fridge Freezers	199.00	128	This Smeg PGF64 4 62cm classic 4 burner ultra low profile gas hob features a sleek design and efficient cooking capabilities, making it an ideal choice for home cooks who value style and performance.	2.1
6	26798	bosch sps46iw00g 45cm serie 4 dishwasher in white 9 place settings	128	40509	Bosch SPS46IW00G White	2619	Dishwashers	499.99	261	The Bosch SPS46IW00G is a high-efficiency, 9-place setting dishwasher with advanced features for quiet operation and energy efficiency.	4.8
7	10760	samsung ue49nu7500 49 curved ultra hd certified hdr smart 4k tv	32	4467	Samsung UE49NU7500	2614	TVs	599.99	215	This Samsung 49" Curved Ultra HD Certified HDR Smart 4K TV features cutting-edge display technology for an immersive viewing experience.	3.2
8	21963	panasonic lumix fz330 bridge camera black	7	38931	Panasonic Lumix DMC-FZ330	2617	Digital Cameras	499.99	223	The Panasonic Lumix FZ330 is a compact bridge camera featuring a 20.1MP sensor, 25x optical zoom, and 4K video recording capabilities.	2.8
9	1761	lg k8 2017 smartphone 5 inch display 5mp front camera android 7.0 b	18	267	LG K8 M200N	2612	Mobile Phones	500.00	165	A compact Android smartphone with a 5-inch display, featuring a 5MP front camera and running on Android 7.0 operating system.	2.6

	Product ID	ProductName	Merchant ID	Cluster ID	Cluster Label	Category ID	Category	Price	StockQuantity	Description	Rating
2465	28269	montpellier dw1254s 12 place dishwasher 5 progs class a silver	147	40776	Montpellier DW1254S Silver	2619	Dishwashers	599.99	148	This Montpellier DW1254S 12-place dishwasher features five advanced wash programs, including Class A-rated sanitization and a sleek silver finish, designed to provide efficient and hygienic cleaning for families and households of all sizes.	2.9
2466	4058	sony ericsson k800i	48	1787	Sony Ericsson K800i	2612	Mobile Phones	249.99	402	The Sony Ericsson K800i is a mobile phone featuring an integrated camera with a 0.3MP resolution, allowing users to capture digital photos on the go.	4.0
2467	31183	indesit iwdd7143s/iwdd7143s	98	41962	Indesit IWDD7143S	2620	Washing Machines	0.00	489	The Indesit IWDD7143S/IWDD7143S is a 7kg capacity, 8th generation Wi-Fi enabled washing machine featuring advanced steam cleaning technology and multiple wash cycle options.	2.4
2468	38321	liebherr ctp 2921 freestanding fridge freezer comfort	294	44150	Liebherr CTP 2921 White	2622	Fridge Freezers	999.99	107	The Liebherr CTP 2921 Freestanding Fridge Freezer Comfort features advanced temperature control and humidity management for optimal food storage.	4.8
2469	13777	wof processor amd ryzen 7 1700x 8 x 3.4 ghz octa c	16	5851	AMD Ryzen 7 1700X 3.4GHz Box	2615	CPUs	999.00	289	A high-performance computing module utilizing the AMD Ryzen 7 1700X 8-core, 3.4 GHz octa-core processor.	4.8
2470	41734	318litre retro fridge freezer class a chilli red	123	44935	Britannia Breeze Retro Red	2622	Fridge Freezers	318.00	97	This 318litre retro-style fridge freezer features a Chilli Red Class A finish, perfect for adding a pop of colour to any kitchen.	2.9
2471	29484	beko dfn04c11 white full size 12 place dishwasher	180	41271	Beko DFC04C10W White	2619	Dishwashers	149.99	456	This Beko DFN04C11 White Full Size 12 Place Dishwasher features a high-capacity design and advanced cycle options for efficient cleaning of large families.	2.7
2472	17665	intel pentium dual core e5400 2.7ghz 800fsb socket 775 2mb 2x1mb l2 cache retail boxed processor	121	7675	Intel Pentium Dual core E5400 2 7GHz Socket 775 800MHz Box	2615	CPUs	39.99	122	The Intel Pentium Dual Core E5400 processor features a 2.7 GHz clock speed and 2 MB of L2 cache, packaged in a socket 775 mounting system.	3.9
2473	792	iphone xs gold 5.8 64gb 4g unlocked sim free	6	60	Apple iPhone XS 64GB	2612	Mobile Phones	599.99	486	A high-performance smartphone with 5.8-inch display and 64GB storage, featuring 4G connectivity and unlocked for global use.	2.9
2474	37786	bosch serie 4 integrated fridge freezer frost free in white	31	44086	Bosch KIN86VF30G Integrated	2622	Fridge Freezers	999.99	122	This Bosch Serie 4 integrated fridge freezer features a frost-free design and sleek, white finish, ideal for seamless integration into any kitchen decor.	2.1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample